Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 2969 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 301.5 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 12 |
|---|
monetary is highly overall correlated with qtd_compras and 3 other fields | High correlation |
qtd_compras is highly overall correlated with monetary and 3 other fields | High correlation |
qtd_items is highly overall correlated with monetary and 3 other fields | High correlation |
qtd_prods is highly overall correlated with monetary and 3 other fields | High correlation |
recency is highly overall correlated with qtd_compras | High correlation |
avg_ticket is highly overall correlated with unique_avg_basket | High correlation |
avg_recency_days is highly overall correlated with frequency | High correlation |
frequency is highly overall correlated with avg_recency_days | High correlation |
unique_avg_basket is highly overall correlated with qtd_prods and 1 other fields | High correlation |
avg_basket is highly overall correlated with monetary and 1 other fields | High correlation |
avg_ticket is highly skewed (γ1 = 53.44422362) | Skewed |
frequency is highly skewed (γ1 = 24.88049136) | Skewed |
qtd_returns is highly skewed (γ1 = 51.79774426) | Skewed |
avg_basket is highly skewed (γ1 = 44.67271661) | Skewed |
customer_id has unique values | Unique |
recency has 34 (1.1%) zeros | Zeros |
qtd_returns has 1481 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-12 15:59:33.249379 |
|---|---|
| Analysis finished | 2023-06-12 15:59:50.711278 |
| Duration | 17.46 seconds |
| Software version | ydata-profiling vv4.2.0 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
| Distinct | 2969 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.773 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.4 |
| Q1 | 13799 |
| median | 15221 |
| Q3 | 16768 |
| 95-th percentile | 17964.6 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969 |
Descriptive statistics
| Standard deviation | 1718.9903 |
|---|---|
| Coefficient of variation (CV) | 0.11256734 |
| Kurtosis | -1.2060947 |
| Mean | 15270.773 |
| Median Absolute Deviation (MAD) | 1488 |
| Skewness | 0.031607859 |
| Sum | 45338925 |
| Variance | 2954927.6 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 12347 | 1 | < 0.1% |
| 16261 | 1 | < 0.1% |
| 16243 | 1 | < 0.1% |
| 16244 | 1 | < 0.1% |
| 16245 | 1 | < 0.1% |
| 16249 | 1 | < 0.1% |
| 16250 | 1 | < 0.1% |
| 16253 | 1 | < 0.1% |
| 16255 | 1 | < 0.1% |
| 16256 | 1 | < 0.1% |
| Other values (2959) | 2959 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
monetary
Real number (ℝ)
| Distinct | 2954 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2749.3217 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 229.77 |
| Q1 | 570.96 |
| median | 1086.92 |
| Q3 | 2308.06 |
| 95-th percentile | 7219.68 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1737.1 |
Descriptive statistics
| Standard deviation | 10580.623 |
|---|---|
| Coefficient of variation (CV) | 3.8484486 |
| Kurtosis | 353.94472 |
| Mean | 2749.3217 |
| Median Absolute Deviation (MAD) | 672.16 |
| Skewness | 16.777556 |
| Sum | 8162736.2 |
| Variance | 1.1194959 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 734.94 | 2 | 0.1% |
| 533.33 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 2092.32 | 2 | 0.1% |
| 889.93 | 2 | 0.1% |
| 598.2 | 2 | 0.1% |
| 1078.96 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 1314.45 | 2 | 0.1% |
| Other values (2944) | 2949 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 15 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 |
qtd_compras
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7231391 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.8565313 |
|---|---|
| Coefficient of variation (CV) | 1.5474954 |
| Kurtosis | 190.83445 |
| Mean | 5.7231391 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.766805 |
| Sum | 16992 |
| Variance | 78.438147 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 785 | |
| 3 | 499 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 1 | 190 | 6.4% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Other values (46) | 332 |
| Value | Count | Frequency (%) |
| 1 | 190 | 6.4% |
| 2 | 785 | |
| 3 | 499 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
qtd_items
Real number (ℝ)
| Distinct | 1671 |
|---|---|
| Distinct (%) | 56.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1608.8525 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 102.4 |
| Q1 | 296 |
| median | 641 |
| Q3 | 1401 |
| 95-th percentile | 4407.4 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 1105 |
Descriptive statistics
| Standard deviation | 5887.578 |
|---|---|
| Coefficient of variation (CV) | 3.6594891 |
| Kurtosis | 465.99808 |
| Mean | 1608.8525 |
| Median Absolute Deviation (MAD) | 422 |
| Skewness | 17.858591 |
| Sum | 4776683 |
| Variance | 34663575 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 88 | 9 | 0.3% |
| 150 | 9 | 0.3% |
| 272 | 8 | 0.3% |
| 246 | 8 | 0.3% |
| 260 | 8 | 0.3% |
| 84 | 8 | 0.3% |
| 288 | 8 | 0.3% |
| 219 | 7 | 0.2% |
| 114 | 7 | 0.2% |
| Other values (1661) | 2886 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 2 | |
| 12 | 2 | |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 23 | 1 | |
| 25 | 1 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80997 | 1 | |
| 80263 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57885 | 1 |
qtd_prods
Real number (ℝ)
| Distinct | 468 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.72415 |
| Minimum | 1 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 269.89641 |
|---|---|
| Coefficient of variation (CV) | 2.1992119 |
| Kurtosis | 354.86113 |
| Mean | 122.72415 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.707635 |
| Sum | 364368 |
| Variance | 72844.071 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 43 | 1.4% |
| 20 | 37 | 1.2% |
| 29 | 35 | 1.2% |
| 35 | 35 | 1.2% |
| 19 | 34 | 1.1% |
| 15 | 33 | 1.1% |
| 11 | 32 | 1.1% |
| 26 | 31 | 1.0% |
| 27 | 30 | 1.0% |
| 25 | 30 | 1.0% |
| Other values (458) | 2629 |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.2% |
| 2 | 14 | |
| 3 | 16 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 29 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 26 | |
| 10 | 28 |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5673 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1637 | 1 |
recency
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.287639 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 34 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.756779 |
|---|---|
| Coefficient of variation (CV) | 1.2095137 |
| Kurtosis | 2.7779627 |
| Mean | 64.287639 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7983795 |
| Sum | 190870 |
| Variance | 6046.1167 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 2 | 85 | 2.9% |
| 3 | 85 | 2.9% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 9 | 66 | 2.2% |
| 7 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 22 | 55 | 1.9% |
| Other values (262) | 2219 |
| Value | Count | Frequency (%) |
| 0 | 34 | 1.1% |
| 1 | 99 | |
| 2 | 85 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 4 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
avg_ticket
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2966 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.897762 |
| Minimum | 2.1505882 |
|---|---|
| Maximum | 56157.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 2.1505882 |
|---|---|
| 5-th percentile | 4.9166611 |
| Q1 | 13.119333 |
| median | 17.956587 |
| Q3 | 24.988286 |
| 95-th percentile | 90.497 |
| Maximum | 56157.5 |
| Range | 56155.349 |
| Interquartile range (IQR) | 11.868952 |
Descriptive statistics
| Standard deviation | 1036.9344 |
|---|---|
| Coefficient of variation (CV) | 19.98033 |
| Kurtosis | 2890.7071 |
| Mean | 51.897762 |
| Median Absolute Deviation (MAD) | 5.984842 |
| Skewness | 53.444224 |
| Sum | 154084.45 |
| Variance | 1075233 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.47833333 | 2 | 0.1% |
| 15 | 2 | 0.1% |
| 4.162 | 2 | 0.1% |
| 23.68131868 | 1 | < 0.1% |
| 38.54451852 | 1 | < 0.1% |
| 8.021568627 | 1 | < 0.1% |
| 16.73351648 | 1 | < 0.1% |
| 15.70733333 | 1 | < 0.1% |
| 26.08797101 | 1 | < 0.1% |
| 16.22666667 | 1 | < 0.1% |
| Other values (2956) | 2956 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.511241379 | 1 | |
| 2.515333333 | 1 | |
| 2.65 | 1 | |
| 2.656931818 | 1 | |
| 2.707598253 | 1 | |
| 2.760621572 | 1 | |
| 2.770464191 | 1 |
| Value | Count | Frequency (%) |
| 56157.5 | 1 | |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 872.13 | 1 | |
| 841.0214493 | 1 | |
| 651.1683333 | 1 | |
| 640 | 1 | |
| 624.4 | 1 |
avg_recency_days
Real number (ℝ)
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.348511 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 25.923077 |
| median | 48.285714 |
| Q3 | 85.333333 |
| 95-th percentile | 201 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.410256 |
Descriptive statistics
| Standard deviation | 63.544929 |
|---|---|
| Coefficient of variation (CV) | 0.94352388 |
| Kurtosis | 4.8871091 |
| Mean | 67.348511 |
| Median Absolute Deviation (MAD) | 26.285714 |
| Skewness | 2.0627709 |
| Sum | 199957.73 |
| Variance | 4037.958 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 25 | 0.8% |
| 4 | 22 | 0.7% |
| 70 | 21 | 0.7% |
| 7 | 20 | 0.7% |
| 35 | 19 | 0.6% |
| 49 | 18 | 0.6% |
| 11 | 17 | 0.6% |
| 21 | 17 | 0.6% |
| 46 | 17 | 0.6% |
| 6 | 16 | 0.5% |
| Other values (1248) | 2777 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.5 | 1 | < 0.1% |
| 2 | 13 | |
| 2.5 | 1 | < 0.1% |
| 2.601398601 | 1 | < 0.1% |
| 3 | 15 | |
| 3.321428571 | 1 | < 0.1% |
| 3.330357143 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 22 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
frequency
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1225 |
|---|---|
| Distinct (%) | 41.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1137973 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.0088941642 |
| Q1 | 0.016339869 |
| median | 0.025889968 |
| Q3 | 0.049450549 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455 |
| Interquartile range (IQR) | 0.03311068 |
Descriptive statistics
| Standard deviation | 0.40815625 |
|---|---|
| Coefficient of variation (CV) | 3.5866953 |
| Kurtosis | 989.36508 |
| Mean | 0.1137973 |
| Median Absolute Deviation (MAD) | 0.012191338 |
| Skewness | 24.880491 |
| Sum | 337.8642 |
| Variance | 0.16659153 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 198 | 6.7% |
| 0.0625 | 18 | 0.6% |
| 0.02777777778 | 17 | 0.6% |
| 0.02380952381 | 16 | 0.5% |
| 0.08333333333 | 15 | 0.5% |
| 0.09090909091 | 15 | 0.5% |
| 0.02941176471 | 14 | 0.5% |
| 0.03448275862 | 14 | 0.5% |
| 0.07692307692 | 13 | 0.4% |
| 0.03571428571 | 13 | 0.4% |
| Other values (1215) | 2636 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 6 | 0.2% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 198 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
| 0.5 | 3 | 0.1% |
qtd_returns
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 214 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.156955 |
| Minimum | 0 |
|---|---|
| Maximum | 80995 |
| Zeros | 1481 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 9 |
| 95-th percentile | 100.6 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 1512.4961 |
|---|---|
| Coefficient of variation (CV) | 24.333498 |
| Kurtosis | 2765.5286 |
| Mean | 62.156955 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 51.797744 |
| Sum | 184544 |
| Variance | 2287644.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 6 | 78 | 2.6% |
| 5 | 61 | 2.1% |
| 12 | 51 | 1.7% |
| 8 | 43 | 1.4% |
| 7 | 43 | 1.4% |
| Other values (204) | 706 |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 5 | 61 | 2.1% |
| 6 | 78 | 2.6% |
| 7 | 43 | 1.4% |
| 8 | 43 | 1.4% |
| 9 | 41 | 1.4% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 |
unique_avg_basket
Real number (ℝ)
| Distinct | 906 |
|---|---|
| Distinct (%) | 30.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.484591 |
| Minimum | 0.2 |
|---|---|
| Maximum | 259 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7.6666667 |
| median | 13.6 |
| Q3 | 22.142857 |
| 95-th percentile | 46 |
| Maximum | 259 |
| Range | 258.8 |
| Interquartile range (IQR) | 14.47619 |
Descriptive statistics
| Standard deviation | 15.460307 |
|---|---|
| Coefficient of variation (CV) | 0.8842247 |
| Kurtosis | 29.317441 |
| Mean | 17.484591 |
| Median Absolute Deviation (MAD) | 6.6 |
| Skewness | 3.4358615 |
| Sum | 51911.752 |
| Variance | 239.02111 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 42 | 1.4% |
| 9 | 41 | 1.4% |
| 8 | 39 | 1.3% |
| 16 | 39 | 1.3% |
| 17 | 38 | 1.3% |
| 14 | 38 | 1.3% |
| 7 | 36 | 1.2% |
| 11 | 36 | 1.2% |
| 5 | 36 | 1.2% |
| 15 | 35 | 1.2% |
| Other values (896) | 2589 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 6 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 259 | 1 | |
| 177 | 1 | |
| 148 | 1 | |
| 127 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 101 | 1 | |
| 98 | 1 | |
| 95.5 | 1 | |
| 94.33333333 | 1 |
avg_basket
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1979 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 249.81376 |
| Minimum | 1 |
|---|---|
| Maximum | 40498.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 103.25 |
| median | 172.33333 |
| Q3 | 281.69231 |
| 95-th percentile | 600 |
| Maximum | 40498.5 |
| Range | 40497.5 |
| Interquartile range (IQR) | 178.44231 |
Descriptive statistics
| Standard deviation | 791.55519 |
|---|---|
| Coefficient of variation (CV) | 3.1685812 |
| Kurtosis | 2255.5382 |
| Mean | 249.81376 |
| Median Absolute Deviation (MAD) | 83.083333 |
| Skewness | 44.672717 |
| Sum | 741697.07 |
| Variance | 626559.62 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 86 | 9 | 0.3% |
| 82 | 9 | 0.3% |
| 73 | 9 | 0.3% |
| 136 | 8 | 0.3% |
| 60 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| 88 | 8 | 0.3% |
| 197 | 7 | 0.2% |
| Other values (1969) | 2882 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 40498.5 | 1 | |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 |
| customer_id | monetary | qtd_compras | qtd_items | qtd_prods | recency | avg_ticket | avg_recency_days | frequency | qtd_returns | unique_avg_basket | avg_basket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.076 | 0.026 | -0.070 | 0.013 | 0.001 | -0.131 | 0.019 | -0.002 | -0.063 | -0.016 | -0.123 |
| monetary | -0.076 | 1.000 | 0.770 | 0.925 | 0.744 | -0.415 | 0.246 | -0.247 | 0.090 | 0.372 | 0.104 | 0.574 |
| qtd_compras | 0.026 | 0.770 | 1.000 | 0.716 | 0.690 | -0.502 | 0.059 | -0.259 | 0.079 | 0.294 | -0.181 | 0.100 |
| qtd_items | -0.070 | 0.925 | 0.716 | 1.000 | 0.730 | -0.408 | 0.167 | -0.227 | 0.080 | 0.344 | 0.147 | 0.729 |
| qtd_prods | 0.013 | 0.744 | 0.690 | 0.730 | 1.000 | -0.435 | -0.377 | -0.166 | 0.036 | 0.242 | 0.516 | 0.383 |
| recency | 0.001 | -0.415 | -0.502 | -0.408 | -0.435 | 1.000 | 0.048 | 0.108 | 0.018 | -0.120 | 0.015 | -0.098 |
| avg_ticket | -0.131 | 0.246 | 0.059 | 0.167 | -0.377 | 0.048 | 1.000 | -0.122 | 0.090 | 0.190 | -0.618 | 0.188 |
| avg_recency_days | 0.019 | -0.247 | -0.259 | -0.227 | -0.166 | 0.108 | -0.122 | 1.000 | -0.881 | -0.396 | 0.130 | -0.077 |
| frequency | -0.002 | 0.090 | 0.079 | 0.080 | 0.036 | 0.018 | 0.090 | -0.881 | 1.000 | 0.234 | -0.121 | 0.027 |
| qtd_returns | -0.063 | 0.372 | 0.294 | 0.344 | 0.242 | -0.120 | 0.190 | -0.396 | 0.234 | 1.000 | -0.054 | 0.210 |
| unique_avg_basket | -0.016 | 0.104 | -0.181 | 0.147 | 0.516 | 0.015 | -0.618 | 0.130 | -0.121 | -0.054 | 1.000 | 0.402 |
| avg_basket | -0.123 | 0.574 | 0.100 | 0.729 | 0.383 | -0.098 | 0.188 | -0.077 | 0.027 | 0.210 | 0.402 | 1.000 |
| customer_id | monetary | qtd_compras | qtd_items | qtd_prods | recency | avg_ticket | avg_recency_days | frequency | qtd_returns | unique_avg_basket | avg_basket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 12347.0 | 4310.00 | 7 | 2458 | 182 | 2 | 23.681319 | 60.833333 | 0.019126 | 0.0 | 14.714286 | 351.142857 |
| 2 | 12348.0 | 1437.24 | 4 | 2332 | 27 | 75 | 53.231111 | 94.333333 | 0.014085 | 0.0 | 5.250000 | 583.000000 |
| 5 | 12352.0 | 1385.74 | 7 | 526 | 77 | 36 | 17.996623 | 43.333333 | 0.026820 | 63.0 | 8.142857 | 75.142857 |
| 9 | 12356.0 | 2487.43 | 3 | 1573 | 58 | 22 | 42.886724 | 151.500000 | 0.009868 | 0.0 | 17.333333 | 524.333333 |
| 11 | 12358.0 | 928.06 | 2 | 242 | 17 | 1 | 54.591765 | 149.000000 | 0.013333 | 0.0 | 6.000000 | 121.000000 |
| 12 | 12359.0 | 6372.58 | 4 | 1622 | 248 | 57 | 25.695887 | 64.800000 | 0.014545 | 10.0 | 53.500000 | 405.500000 |
| 13 | 12360.0 | 2302.06 | 3 | 1156 | 126 | 52 | 18.270317 | 74.000000 | 0.020134 | 0.0 | 34.666667 | 385.333333 |
| 15 | 12362.0 | 4737.23 | 10 | 2197 | 256 | 3 | 18.504805 | 24.333333 | 0.034130 | 17.0 | 20.000000 | 219.700000 |
| 16 | 12364.0 | 1208.10 | 4 | 1499 | 81 | 7 | 14.914815 | 35.000000 | 0.037736 | 0.0 | 17.250000 | 374.750000 |
| 19 | 12370.0 | 3425.69 | 4 | 2350 | 166 | 51 | 20.636687 | 103.000000 | 0.012903 | 0.0 | 35.500000 | 587.500000 |
| customer_id | monetary | qtd_compras | qtd_items | qtd_prods | recency | avg_ticket | avg_recency_days | frequency | qtd_returns | unique_avg_basket | avg_basket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4317 | 18269.0 | 168.60 | 1 | 76 | 7 | 366 | 24.085714 | 8.000000 | 1.000000 | 6.0 | 7.000000 | 76.000000 |
| 4318 | 18270.0 | 283.15 | 2 | 101 | 11 | 38 | 25.740909 | 114.000000 | 0.008734 | 3.0 | 5.500000 | 50.500000 |
| 4319 | 18272.0 | 3078.58 | 6 | 2050 | 166 | 2 | 18.545663 | 40.666667 | 0.024490 | 6.0 | 16.500000 | 341.666667 |
| 4320 | 18273.0 | 204.00 | 3 | 80 | 3 | 2 | 68.000000 | 127.500000 | 0.011719 | 0.0 | 0.333333 | 26.666667 |
| 4321 | 18274.0 | 175.92 | 1 | 88 | 11 | 30 | 15.992727 | 13.000000 | 1.000000 | 88.0 | 11.000000 | 88.000000 |
| 4322 | 18276.0 | 335.86 | 1 | 186 | 14 | 43 | 23.990000 | 22.000000 | 1.000000 | 2.0 | 14.000000 | 186.000000 |
| 4323 | 18277.0 | 110.38 | 1 | 68 | 8 | 58 | 13.797500 | 260.000000 | 1.000000 | 1.0 | 8.000000 | 68.000000 |
| 4327 | 18282.0 | 178.05 | 2 | 103 | 12 | 7 | 14.837500 | 59.500000 | 0.016667 | 5.0 | 6.000000 | 51.500000 |
| 4328 | 18283.0 | 2088.93 | 16 | 1395 | 754 | 3 | 2.770464 | 25.692308 | 0.047761 | 0.0 | 16.375000 | 87.187500 |
| 4329 | 18287.0 | 1837.28 | 3 | 1586 | 70 | 42 | 26.246857 | 79.500000 | 0.018750 | 0.0 | 19.666667 | 528.666667 |